2015 Flight Delays and Cancellations¶

Which airline should you fly on to avoid significant delays?

Context¶

The U.S. Department of Transportation's (DOT) Bureau of Transportation Statistics tracks the on-time performance of domestic flights operated by large air carriers. Summary information on the number of on-time, delayed, canceled, and diverted flights is published in DOT's monthly Air Travel Consumer Report and in this dataset of 2015 flight delays and cancellations.

Acknowledgements¶

The flight delay and cancellation data was collected and published by the DOT's Bureau of Transportation Statistics.

https://www.kaggle.com/datasets/usdot/flight-delays

In [2]:
import sqlite3

conn = sqlite3.connect(':memory:')
cursor = conn.cursor()

cursor.execute('''
    CREATE TABLE airlines (
        IATA_CODE TEXT PRIMARY KEY,
        AIRLINE TEXT
    );
''')

cursor.execute('''
    CREATE TABLE airports (
        IATA_CODE TEXT PRIMARY KEY,
        AIRPORT TEXT,
        CITY TEXT,
        STATE TEXT,
        COUNTRY TEXT,
        LATITUDE REAL,
        LONGITUDE REAL
    );
''')

cursor.execute('''
    CREATE TABLE flights (
        YEAR INTEGER,
        MONTH INTEGER,
        DAY INTEGER,
        DAY_OF_WEEK INTEGER,
        AIRLINE TEXT,
        FLIGHT_NUMBER INTEGER,
        TAIL_NUMBER TEXT,
        ORIGIN_AIRPORT TEXT,
        DESTINATION_AIRPORT TEXT,
        SCHEDULED_DEPARTURE INTEGER,
        DEPARTURE_TIME REAL,
        DEPARTURE_DELAY REAL,
        TAXI_OUT REAL,
        WHEELS_OFF REAL,
        SCHEDULED_TIME REAL,
        ELAPSED_TIME REAL,
        AIR_TIME REAL,
        DISTANCE INTEGER,
        WHEELS_ON REAL,
        TAXI_IN REAL,
        SCHEDULED_ARRIVAL INTEGER,
        ARRIVAL_TIME REAL,
        ARRIVAL_DELAY REAL,
        DIVERTED INTEGER,
        CANCELLED INTEGER,
        CANCELLATION_REASON TEXT,
        AIR_SYSTEM_DELAY REAL,
        SECURITY_DELAY REAL,
        AIRLINE_DELAY REAL,
        LATE_AIRCRAFT_DELAY REAL,
        WEATHER_DELAY REAL
    );
''')
Out[2]:
<sqlite3.Cursor at 0x24ef297d540>
In [3]:
import pandas as pd
import plotly
import plotly.graph_objects as go

pd.read_csv('airlines.csv') \
  .to_sql('airlines', conn, if_exists='replace', method='multi')

res = cursor.execute('''SELECT * FROM airlines;''')
res.fetchall()
Out[3]:
[(0, 'UA', 'United Air Lines Inc.'),
 (1, 'AA', 'American Airlines Inc.'),
 (2, 'US', 'US Airways Inc.'),
 (3, 'F9', 'Frontier Airlines Inc.'),
 (4, 'B6', 'JetBlue Airways'),
 (5, 'OO', 'Skywest Airlines Inc.'),
 (6, 'AS', 'Alaska Airlines Inc.'),
 (7, 'NK', 'Spirit Air Lines'),
 (8, 'WN', 'Southwest Airlines Co.'),
 (9, 'DL', 'Delta Air Lines Inc.'),
 (10, 'EV', 'Atlantic Southeast Airlines'),
 (11, 'HA', 'Hawaiian Airlines Inc.'),
 (12, 'MQ', 'American Eagle Airlines Inc.'),
 (13, 'VX', 'Virgin America')]
In [4]:
pd.read_csv('airports.csv') \
  .to_sql('airports', conn, if_exists='replace', method='multi')

res = cursor.execute('''SELECT * FROM airports;''')
res.fetchall()
Out[4]:
[(0,
  'ABE',
  'Lehigh Valley International Airport',
  'Allentown',
  'PA',
  'USA',
  40.65236,
  -75.4404),
 (1,
  'ABI',
  'Abilene Regional Airport',
  'Abilene',
  'TX',
  'USA',
  32.41132,
  -99.6819),
 (2,
  'ABQ',
  'Albuquerque International Sunport',
  'Albuquerque',
  'NM',
  'USA',
  35.04022,
  -106.60919),
 (3,
  'ABR',
  'Aberdeen Regional Airport',
  'Aberdeen',
  'SD',
  'USA',
  45.44906,
  -98.42183),
 (4,
  'ABY',
  'Southwest Georgia Regional Airport',
  'Albany',
  'GA',
  'USA',
  31.53552,
  -84.19447),
 (5,
  'ACK',
  'Nantucket Memorial Airport',
  'Nantucket',
  'MA',
  'USA',
  41.25305,
  -70.06018),
 (6, 'ACT', 'Waco Regional Airport', 'Waco', 'TX', 'USA', 31.61129, -97.23052),
 (7,
  'ACV',
  'Arcata Airport',
  'Arcata/Eureka',
  'CA',
  'USA',
  40.97812,
  -124.10862),
 (8,
  'ACY',
  'Atlantic City International Airport',
  'Atlantic City',
  'NJ',
  'USA',
  39.45758,
  -74.57717),
 (9, 'ADK', 'Adak Airport', 'Adak', 'AK', 'USA', 51.87796, -176.64603),
 (10, 'ADQ', 'Kodiak Airport', 'Kodiak', 'AK', 'USA', 57.74997, -152.49386),
 (11,
  'AEX',
  'Alexandria International Airport',
  'Alexandria',
  'LA',
  'USA',
  31.32737,
  -92.54856),
 (12,
  'AGS',
  'Augusta Regional Airport\xa0(Bush Field)',
  'Augusta',
  'GA',
  'USA',
  33.36996,
  -81.9645),
 (13,
  'AKN',
  'King Salmon Airport',
  'King Salmon',
  'AK',
  'USA',
  58.6768,
  -156.64922),
 (14,
  'ALB',
  'Albany International Airport',
  'Albany',
  'NY',
  'USA',
  42.74812,
  -73.80298),
 (15,
  'ALO',
  'Waterloo Regional Airport',
  'Waterloo',
  'IA',
  'USA',
  42.55708,
  -92.40034),
 (16,
  'AMA',
  'Rick Husband Amarillo International Airport',
  'Amarillo',
  'TX',
  'USA',
  35.21937,
  -101.70593),
 (17,
  'ANC',
  'Ted Stevens Anchorage International Airport',
  'Anchorage',
  'AK',
  'USA',
  61.17432,
  -149.99619),
 (18,
  'APN',
  'Alpena County Regional Airport',
  'Alpena',
  'MI',
  'USA',
  45.07807,
  -83.56029),
 (19,
  'ASE',
  'Aspen-Pitkin County Airport',
  'Aspen',
  'CO',
  'USA',
  39.22316,
  -106.86885),
 (20,
  'ATL',
  'Hartsfield-Jackson Atlanta International Airport',
  'Atlanta',
  'GA',
  'USA',
  33.64044,
  -84.42694),
 (21,
  'ATW',
  'Appleton International Airport',
  'Appleton',
  'WI',
  'USA',
  44.25741,
  -88.51948),
 (22,
  'AUS',
  'Austin-Bergstrom International Airport',
  'Austin',
  'TX',
  'USA',
  30.19453,
  -97.66987),
 (23,
  'AVL',
  'Asheville Regional Airport',
  'Asheville',
  'NC',
  'USA',
  35.43619,
  -82.54181),
 (24,
  'AVP',
  'Wilkes-Barre/Scranton International Airport',
  'Wilkes-Barre/Scranton',
  'PA',
  'USA',
  41.33815,
  -75.72427),
 (25,
  'AZO',
  'Kalamazoo/Battle Creek International Airport',
  'Kalamazoo',
  'MI',
  'USA',
  42.23488,
  -85.55206),
 (26,
  'BDL',
  'Bradley International Airport',
  'Windsor Locks',
  'CT',
  'USA',
  41.93887,
  -72.68323),
 (27, 'BET', 'Bethel Airport', 'Bethel', 'AK', 'USA', 60.77978, -161.838),
 (28, 'BFL', 'Meadows Field', 'Bakersfield', 'CA', 'USA', 35.4336, -119.05677),
 (29,
  'BGM',
  'Greater Binghamton Airport',
  'Binghamton',
  'NY',
  'USA',
  42.20848,
  -75.97961),
 (30,
  'BGR',
  'Bangor International Airport',
  'Bangor',
  'ME',
  'USA',
  44.80744,
  -68.82814),
 (31,
  'BHM',
  'Birmingham-Shuttlesworth International Airport',
  'Birmingham',
  'AL',
  'USA',
  33.56294,
  -86.75355),
 (32,
  'BIL',
  'Billings Logan International Airport',
  'Billings',
  'MT',
  'USA',
  45.80766,
  -108.54286),
 (33,
  'BIS',
  'Bismarck Municipal Airport',
  'Bismarck',
  'ND',
  'USA',
  46.77411,
  -100.74672),
 (34,
  'BJI',
  'Bemidji Regional Airport',
  'Bemidji',
  'MN',
  'USA',
  47.50942,
  -94.93372),
 (35,
  'BLI',
  'Bellingham International Airport',
  'Bellingham',
  'WA',
  'USA',
  48.79275,
  -122.53753),
 (36,
  'BMI',
  'Central Illinois Regional Airport at Bloomington-Normal',
  'Bloomington',
  'IL',
  'USA',
  40.47799,
  -88.91595),
 (37,
  'BNA',
  'Nashville International Airport',
  'Nashville',
  'TN',
  'USA',
  36.12448,
  -86.67818),
 (38,
  'BOI',
  'Boise Airport\xa0(Boise Air Terminal)',
  'Boise',
  'ID',
  'USA',
  43.56444,
  -116.22278),
 (39,
  'BOS',
  'Gen. Edward Lawrence Logan International Airport',
  'Boston',
  'MA',
  'USA',
  42.36435,
  -71.00518),
 (40,
  'BPT',
  'Jack Brooks Regional Airport\xa0(Southeast Texas Regional)',
  'Beaumont/Port Arthur',
  'TX',
  'USA',
  29.95083,
  -94.02069),
 (41,
  'BQK',
  'Brunswick Golden Isles Airport',
  'Brunswick',
  'GA',
  'USA',
  31.25903,
  -81.46631),
 (42,
  'BQN',
  'Rafael Hernández Airport',
  'Aguadilla',
  'PR',
  'USA',
  18.49486,
  -67.12944),
 (43,
  'BRD',
  'Brainerd Lakes Regional Airport',
  'Brainerd',
  'MN',
  'USA',
  46.39786,
  -94.13723),
 (44,
  'BRO',
  'Brownsville/South Padre Island International Airport',
  'Brownsville',
  'TX',
  'USA',
  25.90683,
  -97.42586),
 (45,
  'BRW',
  'Wiley Post-Will Rogers Memorial Airport',
  'Barrow',
  'AK',
  'USA',
  71.28545,
  -156.766),
 (46, 'BTM', 'Bert Mooney Airport', 'Butte', 'MT', 'USA', 45.9548, -112.49746),
 (47,
  'BTR',
  'Baton Rouge Metropolitan Airport',
  'Baton Rouge',
  'LA',
  'USA',
  30.53316,
  -91.14963),
 (48,
  'BTV',
  'Burlington International Airport',
  'Burlington',
  'VT',
  'USA',
  44.473,
  -73.15031),
 (49,
  'BUF',
  'Buffalo Niagara International Airport',
  'Buffalo',
  'NY',
  'USA',
  42.94052,
  -78.73217),
 (50,
  'BUR',
  'Bob Hope Airport\xa0(Hollywood Burbank Airport)',
  'Burbank',
  'CA',
  'USA',
  34.20062,
  -118.3585),
 (51,
  'BWI',
  'Baltimore-Washington International Airport',
  'Baltimore',
  'MD',
  'USA',
  39.1754,
  -76.6682),
 (52,
  'BZN',
  'Bozeman Yellowstone International Airport\xa0(Gallatin Field Airport)',
  'Bozeman',
  'MT',
  'USA',
  45.7769,
  -111.15301),
 (53,
  'CAE',
  'Columbia Metropolitan Airport',
  'Columbia',
  'SC',
  'USA',
  33.93884,
  -81.11954),
 (54,
  'CAK',
  'Akron-Canton Regional Airport',
  'Akron',
  'OH',
  'USA',
  40.91631,
  -81.44247),
 (55,
  'CDC',
  'Cedar City Regional Airport',
  'Cedar City',
  'UT',
  'USA',
  37.70097,
  -113.09858),
 (56,
  'CDV',
  'Merle K. (Mudhole) Smith Airport',
  'Cordova',
  'AK',
  'USA',
  60.49183,
  -145.47765),
 (57,
  'CEC',
  'Del Norte County Airport\xa0(Jack McNamara Field)',
  'Crescent City',
  'CA',
  'USA',
  41.78016,
  -124.23653),
 (58,
  'CHA',
  'Chattanooga Metropolitan Airport\xa0(Lovell Field)',
  'Chattanooga',
  'TN',
  'USA',
  35.03527,
  -85.20379),
 (59,
  'CHO',
  'Charlottesville-Albemarle Airport',
  'Charlottesville',
  'VA',
  'USA',
  38.13864,
  -78.45286),
 (60,
  'CHS',
  'Charleston International Airport/Charleston AFB',
  'Charleston',
  'SC',
  'USA',
  32.89865,
  -80.04051),
 (61,
  'CID',
  'The Eastern Iowa Airport',
  'Cedar Rapids',
  'IA',
  'USA',
  41.88459,
  -91.71087),
 (62,
  'CIU',
  'Chippewa County International Airport',
  'Sault Ste. Marie',
  'MI',
  'USA',
  46.25075,
  -84.47239),
 (63,
  'CLD',
  'McClellan-Palomar Airport',
  'San Diego',
  'CA',
  'USA',
  33.12723,
  -117.27873),
 (64,
  'CLE',
  'Cleveland Hopkins International Airport',
  'Cleveland',
  'OH',
  'USA',
  41.41089,
  -81.8494),
 (65,
  'CLL',
  'Easterwood Airport',
  'College Station',
  'TX',
  'USA',
  30.58859,
  -96.36382),
 (66,
  'CLT',
  'Charlotte Douglas International Airport',
  'Charlotte',
  'NC',
  'USA',
  35.21401,
  -80.94313),
 (67,
  'CMH',
  'Port Columbus International Airport',
  'Columbus',
  'OH',
  'USA',
  39.99799,
  -82.89188),
 (68,
  'CMI',
  'University of Illinois - Willard Airport',
  'Champaign/Urbana',
  'IL',
  'USA',
  40.03925,
  -88.27806),
 (69,
  'CMX',
  'Houghton County Memorial Airport',
  'Hancock',
  'MI',
  'USA',
  47.16842,
  -88.48906),
 (70, 'CNY', 'Canyonlands Field', 'Moab', 'UT', 'USA', 38.75496, -109.75484),
 (71,
  'COD',
  'Yellowstone Regional Airport',
  'Cody',
  'WY',
  'USA',
  44.52019,
  -109.0238),
 (72,
  'COS',
  'City of Colorado Springs Municipal Airport',
  'Colorado Springs',
  'CO',
  'USA',
  38.80581,
  -104.70025),
 (73,
  'COU',
  'Columbia Regional Airport',
  'Columbia',
  'MO',
  'USA',
  38.81809,
  -92.21963),
 (74,
  'CPR',
  'Natrona County International Airport',
  'Casper',
  'WY',
  'USA',
  42.90836,
  -106.46447),
 (75,
  'CRP',
  'Corpus Christi International Airport',
  'Corpus Christi',
  'TX',
  'USA',
  27.77036,
  -97.50122),
 (76, 'CRW', 'Yeager Airport', 'Charleston', 'WV', 'USA', 38.37315, -81.59319),
 (77,
  'CSG',
  'Columbus Metropolitan Airport',
  'Columbus',
  'GA',
  'USA',
  32.51633,
  -84.93886),
 (78,
  'CVG',
  'Cincinnati/Northern Kentucky International Airport',
  'Covington',
  'KY',
  'USA',
  39.04614,
  -84.66217),
 (79,
  'CWA',
  'Central Wisconsin Airport',
  'Mosinee',
  'WI',
  'USA',
  44.77762,
  -89.66678),
 (80,
  'DAB',
  'Daytona Beach International Airport',
  'Daytona Beach',
  'FL',
  'USA',
  29.17992,
  -81.05806),
 (81, 'DAL', 'Dallas Love Field', 'Dallas', 'TX', 'USA', 32.84711, -96.85177),
 (82,
  'DAY',
  'James M. Cox Dayton International Airport',
  'Dayton',
  'OH',
  'USA',
  39.90238,
  -84.21938),
 (83,
  'DBQ',
  'Dubuque Regional Airport',
  'Dubuque',
  'IA',
  'USA',
  42.40296,
  -90.70917),
 (84,
  'DCA',
  'Ronald Reagan Washington National Airport',
  'Arlington',
  'VA',
  'USA',
  38.85208,
  -77.03772),
 (85,
  'DEN',
  'Denver International Airport',
  'Denver',
  'CO',
  'USA',
  39.85841,
  -104.667),
 (86,
  'DFW',
  'Dallas/Fort Worth International Airport',
  'Dallas-Fort Worth',
  'TX',
  'USA',
  32.89595,
  -97.0372),
 (87,
  'DHN',
  'Dothan Regional Airport',
  'Dothan',
  'AL',
  'USA',
  31.32134,
  -85.44963),
 (88,
  'DIK',
  'Dickinson Theodore Roosevelt Regional Airport',
  'Dickinson',
  'ND',
  'USA',
  46.79739,
  -102.80195),
 (89,
  'DLG',
  'Dillingham Airport',
  'Dillingham',
  'AK',
  'USA',
  59.04541,
  -158.50334),
 (90,
  'DLH',
  'Duluth International Airport',
  'Duluth',
  'MN',
  'USA',
  46.84209,
  -92.19365),
 (91,
  'DRO',
  'Durango-La Plata County Airport',
  'Durango',
  'CO',
  'USA',
  37.15152,
  -107.75377),
 (92,
  'DSM',
  'Des Moines International Airport',
  'Des Moines',
  'IA',
  'USA',
  41.53493,
  -93.66068),
 (93,
  'DTW',
  'Detroit Metropolitan Airport',
  'Detroit',
  'MI',
  'USA',
  42.21206,
  -83.34884),
 (94,
  'DVL',
  'Devils Lake Regional Airport',
  'Devils Lake',
  'ND',
  'USA',
  48.11425,
  -98.90878),
 (95,
  'EAU',
  'Chippewa Valley Regional Airport',
  'Eau Claire',
  'WI',
  'USA',
  44.86526,
  -91.48507),
 (96,
  'ECP',
  'Northwest Florida Beaches International Airport',
  'Panama City',
  'FL',
  'USA',
  None,
  None),
 (97,
  'EGE',
  'Eagle County Regional Airport',
  'Eagle',
  'CO',
  'USA',
  39.64257,
  -106.9177),
 (98,
  'EKO',
  'Elko Regional Airport',
  'Elko',
  'NV',
  'USA',
  40.82493,
  -115.7917),
 (99,
  'ELM',
  'Elmira/Corning Regional Airport',
  'Elmira',
  'NY',
  'USA',
  42.15991,
  -76.89144),
 (100,
  'ELP',
  'El Paso International Airport',
  'El Paso',
  'TX',
  'USA',
  31.80667,
  -106.37781),
 (101,
  'ERI',
  'Erie International Airport',
  'Erie',
  'PA',
  'USA',
  42.08202,
  -80.17622),
 (102,
  'ESC',
  'Delta County Airport',
  'Escanaba',
  'MI',
  'USA',
  45.72267,
  -87.09373),
 (103,
  'EUG',
  'Eugene Airport\xa0(Mahlon Sweet Field)',
  'Eugene',
  'OR',
  'USA',
  44.12326,
  -123.21869),
 (104,
  'EVV',
  'Evansville Regional Airport',
  'Evansville',
  'IN',
  'USA',
  38.03799,
  -87.53063),
 (105,
  'EWN',
  'Coastal Carolina Regional Airport\xa0(Craven County Regional)',
  'New Bern',
  'NC',
  'USA',
  35.07297,
  -77.04294),
 (106,
  'EWR',
  'Newark Liberty International Airport',
  'Newark',
  'NJ',
  'USA',
  40.6925,
  -74.16866),
 (107,
  'EYW',
  'Key West International Airport',
  'Key West',
  'FL',
  'USA',
  24.55611,
  -81.75956),
 (108,
  'FAI',
  'Fairbanks International Airport',
  'Fairbanks',
  'AK',
  'USA',
  64.81368,
  -147.85967),
 (109,
  'FAR',
  'Hector International Airport',
  'Fargo',
  'ND',
  'USA',
  46.91935,
  -96.81499),
 (110,
  'FAT',
  'Fresno Yosemite International Airport',
  'Fresno',
  'CA',
  'USA',
  36.77619,
  -119.71814),
 (111,
  'FAY',
  'Fayetteville Regional Airport',
  'Fayetteville',
  'NC',
  'USA',
  34.99147,
  -78.88),
 (112,
  'FCA',
  'Glacier Park International Airport',
  'Kalispell',
  'MT',
  'USA',
  48.3114,
  -114.25507),
 (113,
  'FLG',
  'Flagstaff Pulliam Airport',
  'Flagstaff',
  'AZ',
  'USA',
  35.13845,
  -111.67122),
 (114,
  'FLL',
  'Fort Lauderdale-Hollywood International Airport',
  'Ft. Lauderdale',
  'FL',
  'USA',
  26.07258,
  -80.15275),
 (115,
  'FNT',
  'Bishop International Airport',
  'Flint',
  'MI',
  'USA',
  42.9655,
  -83.74346),
 (116,
  'FSD',
  'Sioux Falls Regional Airport',
  'Sioux Falls',
  'SD',
  'USA',
  43.58135,
  -96.7417),
 (117,
  'FSM',
  'Fort Smith Regional Airport',
  'Fort Smith',
  'AR',
  'USA',
  35.33659,
  -94.36744),
 (118,
  'FWA',
  'Fort Wayne International Airport',
  'Fort Wayne',
  'IN',
  'USA',
  40.97847,
  -85.19515),
 (119,
  'GCC',
  'Gillette-Campbell County Airport',
  'Gillette',
  'WY',
  'USA',
  44.3489,
  -105.53936),
 (120,
  'GCK',
  'Garden City Regional Airport',
  'Garden City',
  'KS',
  'USA',
  37.92752,
  -100.72441),
 (121,
  'GEG',
  'Spokane International Airport',
  'Spokane',
  'WA',
  'USA',
  47.61986,
  -117.53384),
 (122,
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  -77.31967),
 (260,
  'RKS',
  'Rock Springs-Sweetwater County Airport',
  'Rock Springs',
  'WY',
  'USA',
  41.59422,
  -109.06519),
 (261,
  'RNO',
  'Reno/Tahoe International Airport',
  'Reno',
  'NV',
  'USA',
  39.49858,
  -119.76806),
 (262,
  'ROA',
  'Roanoke Regional Airport\xa0(Woodrum Field)',
  'Roanoke',
  'VA',
  'USA',
  37.32547,
  -79.97543),
 (263,
  'ROC',
  'Greater Rochester International Airport',
  'Rochester',
  'NY',
  'USA',
  43.11887,
  -77.67238),
 (264,
  'ROW',
  'Roswell International Air Center',
  'Roswell',
  'NM',
  'USA',
  33.30156,
  -104.53056),
 (265,
  'RST',
  'Rochester International Airport',
  'Rochester',
  'MN',
  'USA',
  43.90883,
  -92.49799),
 (266,
  'RSW',
  'Southwest Florida International Airport',
  'Ft. Myers',
  'FL',
  'USA',
  26.53617,
  -81.75517),
 (267,
  'SAF',
  'Santa Fe Municipal Airport',
  'Santa Fe',
  'NM',
  'USA',
  35.61678,
  -106.08814),
 (268,
  'SAN',
  'San Diego International Airport\xa0(Lindbergh Field)',
  'San Diego',
  'CA',
  'USA',
  32.73356,
  -117.18966),
 (269,
  'SAT',
  'San Antonio International Airport',
  'San Antonio',
  'TX',
  'USA',
  29.53369,
  -98.46978),
 (270,
  'SAV',
  'Savannah/Hilton Head International Airport',
  'Savannah',
  'GA',
  'USA',
  32.12758,
  -81.20214),
 (271,
  'SBA',
  'Santa Barbara Municipal Airport\xa0(Santa Barbara Airport)',
  'Santa Barbara',
  'CA',
  'USA',
  34.42621,
  -119.84037),
 (272,
  'SBN',
  'South Bend International Airport\xa0(South Bend Regional)',
  'South Bend',
  'IN',
  'USA',
  41.70895,
  -86.31847),
 (273,
  'SBP',
  'San Luis Obispo County Regional Airport\xa0(McChesney Field)',
  'San Luis Obispo',
  'CA',
  'USA',
  35.23706,
  -120.64239),
 (274,
  'SCC',
  'Deadhorse Airport\xa0(Prudhoe Bay Airport)',
  'Deadhorse',
  'AK',
  'USA',
  70.19476,
  -148.46516),
 (275,
  'SCE',
  'University Park Airport',
  'State College',
  'PA',
  'USA',
  40.85121,
  -77.8463),
 (276,
  'SDF',
  'Louisville International Airport\xa0(Standiford Field)',
  'Louisville',
  'KY',
  'USA',
  38.17439,
  -85.736),
 (277,
  'SEA',
  'Seattle-Tacoma International Airport',
  'Seattle',
  'WA',
  'USA',
  47.44898,
  -122.30931),
 (278,
  'SFO',
  'San Francisco International Airport',
  'San Francisco',
  'CA',
  'USA',
  37.619,
  -122.37484),
 (279,
  'SGF',
  'Springfield-Branson National Airport',
  'Springfield',
  'MO',
  'USA',
  37.24433,
  -93.38686),
 (280,
  'SGU',
  'St. George Regional Airport',
  'St George',
  'UT',
  'USA',
  37.09058,
  -113.59306),
 (281,
  'SHV',
  'Shreveport Regional Airport',
  'Shreveport',
  'LA',
  'USA',
  32.44663,
  -93.8256),
 (282,
  'SIT',
  'Sitka Rocky Gutierrez Airport',
  'Sitka',
  'AK',
  'USA',
  57.04714,
  -135.3616),
 (283,
  'SJC',
  'Norman Y. Mineta San José International Airport',
  'San Jose',
  'CA',
  'USA',
  37.36186,
  -121.92901),
 (284,
  'SJT',
  'San Angelo Regional Airport\xa0(Mathis Field)',
  'San Angelo',
  'TX',
  'USA',
  31.35775,
  -100.49631),
 (285,
  'SJU',
  'Luis Muñoz Marín International Airport',
  'San Juan',
  'PR',
  'USA',
  18.43942,
  -66.00183),
 (286,
  'SLC',
  'Salt Lake City International Airport',
  'Salt Lake City',
  'UT',
  'USA',
  40.78839,
  -111.97777),
 (287,
  'SMF',
  'Sacramento International Airport',
  'Sacramento',
  'CA',
  'USA',
  38.69542,
  -121.59077),
 (288,
  'SMX',
  'Santa Maria Public Airport\xa0(Capt G. Allan Hancock Field)',
  'Santa Maria',
  'CA',
  'USA',
  34.89925,
  -120.45758),
 (289,
  'SNA',
  'John Wayne Airport\xa0(Orange County Airport)',
  'Santa Ana',
  'CA',
  'USA',
  33.67566,
  -117.86822),
 (290,
  'SPI',
  'Abraham Lincoln Capital Airport',
  'Springfield',
  'IL',
  'USA',
  39.84395,
  -89.67762),
 (291,
  'SPS',
  'Wichita Falls Municipal Airport/Sheppard AFB',
  'Wichita Falls',
  'TX',
  'USA',
  33.9888,
  -98.49189),
 (292,
  'SRQ',
  'Sarasota-Bradenton International Airport',
  'Sarasota',
  'FL',
  'USA',
  27.39533,
  -82.55411),
 (293,
  'STC',
  'St. Cloud Regional Airport',
  'St Cloud',
  'MN',
  'USA',
  45.54532,
  -94.05834),
 (294,
  'STL',
  'St. Louis International Airport at Lambert Field',
  'St Louis',
  'MO',
  'USA',
  38.74769,
  -90.35999),
 (295,
  'STT',
  'Cyril E. King Airport',
  'Charlotte Amalie',
  'VI',
  'USA',
  18.33731,
  -64.97336),
 (296,
  'STX',
  'Henry E. Rohlsen Airport',
  'Christiansted',
  'VI',
  'USA',
  17.70189,
  -64.79856),
 (297,
  'SUN',
  'Friedman Memorial Airport',
  'Hailey',
  'ID',
  'USA',
  43.50484,
  -114.29659),
 (298,
  'SUX',
  'Sioux Gateway Airport',
  'Sioux City',
  'IA',
  'USA',
  42.4026,
  -96.38437),
 (299,
  'SWF',
  'Stewart International Airport',
  'Newburgh',
  'NY',
  'USA',
  41.50409,
  -74.10484),
 (300,
  'SYR',
  'Syracuse Hancock International Airport',
  'Syracuse',
  'NY',
  'USA',
  43.11119,
  -76.10631),
 (301,
  'TLH',
  'Tallahassee International Airport',
  'Tallahassee',
  'FL',
  'USA',
  30.39653,
  -84.35033),
 (302,
  'TOL',
  'Toledo Express Airport',
  'Toledo',
  'OH',
  'USA',
  41.58681,
  -83.80783),
 (303,
  'TPA',
  'Tampa International Airport',
  'Tampa',
  'FL',
  'USA',
  27.97547,
  -82.53325),
 (304,
  'TRI',
  'Tri-Cities Regional Airport',
  'Bristol',
  'TN',
  'USA',
  36.47521,
  -82.40742),
 (305,
  'TTN',
  'Trenton Mercer Airport',
  'Trenton',
  'NJ',
  'USA',
  40.27669,
  -74.81347),
 (306,
  'TUL',
  'Tulsa International Airport',
  'Tulsa',
  'OK',
  'USA',
  36.19837,
  -95.88824),
 (307,
  'TUS',
  'Tucson International Airport',
  'Tucson',
  'AZ',
  'USA',
  32.11608,
  -110.94103),
 (308,
  'TVC',
  'Cherry Capital Airport',
  'Traverse City',
  'MI',
  'USA',
  44.74144,
  -85.58224),
 (309,
  'TWF',
  'Magic Valley Regional Airport\xa0(Joslin Field)',
  'Twin Falls',
  'ID',
  'USA',
  42.4818,
  -114.48774),
 (310,
  'TXK',
  'Texarkana Regional Airport\xa0(Webb Field)',
  'Texarkana',
  'AR',
  'USA',
  33.45371,
  -93.99102),
 (311,
  'TYR',
  'Tyler Pounds Regional Airport',
  'Tyler',
  'TX',
  'USA',
  32.35414,
  -95.40239),
 (312,
  'TYS',
  'McGhee Tyson Airport',
  'Knoxville',
  'TN',
  'USA',
  35.81249,
  -83.99286),
 (313,
  'UST',
  'Northeast Florida Regional Airport\xa0(St. Augustine Airport)',
  'St. Augustine',
  'FL',
  'USA',
  None,
  None),
 (314, 'VEL', 'Valdez Airport', 'Vernal', 'UT', 'USA', 40.4409, -109.50992),
 (315,
  'VLD',
  'Valdosta Regional Airport',
  'Valdosta',
  'GA',
  'USA',
  30.7825,
  -83.27672),
 (316,
  'VPS',
  'Destin-Fort Walton Beach Airport/Eglin AFB',
  'Valparaiso',
  'FL',
  'USA',
  30.48325,
  -86.5254),
 (317,
  'WRG',
  'Wrangell Airport',
  'Wrangell',
  'AK',
  'USA',
  56.48433,
  -132.36982),
 (318,
  'WYS',
  'Westerly State Airport',
  'West Yellowstone',
  'MT',
  'USA',
  44.6884,
  -111.11764),
 (319,
  'XNA',
  'Northwest Arkansas Regional Airport',
  'Fayetteville/Springdale/Rogers',
  'AR',
  'USA',
  36.28187,
  -94.30681),
 (320, 'YAK', 'Yakutat Airport', 'Yakutat', 'AK', 'USA', 59.50336, -139.66023),
 (321,
  'YUM',
  'Yuma International Airport',
  'Yuma',
  'AZ',
  'USA',
  32.65658,
  -114.60597)]
In [5]:
pd.read_csv('flights.csv', dtype={7: str, 8: str}) \
  .to_sql('flights', conn, if_exists='replace', method='multi', chunksize=5000)

res = cursor.execute('''SELECT * FROM flights;''')
res.fetchall()
Out[5]:
[(0,
  2015,
  1,
  1,
  4,
  'AS',
  98,
  'N407AS',
  'ANC',
  'SEA',
  5,
  2354.0,
  -11.0,
  21.0,
  15.0,
  205.0,
  194.0,
  169.0,
  1448,
  404.0,
  4.0,
  430,
  408.0,
  -22.0,
  0,
  0,
  None,
  None,
  None,
  None,
  None,
  None),
 (1,
  2015,
  1,
  1,
  4,
  'AA',
  2336,
  'N3KUAA',
  'LAX',
  'PBI',
  10,
  2.0,
  -8.0,
  12.0,
  14.0,
  280.0,
  279.0,
  263.0,
  2330,
  737.0,
  4.0,
  750,
  741.0,
  -9.0,
  0,
  0,
  None,
  None,
  None,
  None,
  None,
  None),
 (2,
  2015,
  1,
  1,
  4,
  'US',
  840,
  'N171US',
  'SFO',
  'CLT',
  20,
  18.0,
  -2.0,
  16.0,
  34.0,
  286.0,
  293.0,
  266.0,
  2296,
  800.0,
  11.0,
  806,
  811.0,
  5.0,
  0,
  0,
  None,
  None,
  None,
  None,
  None,
  None),
 (3,
  2015,
  1,
  1,
  4,
  'AA',
  258,
  'N3HYAA',
  'LAX',
  'MIA',
  20,
  15.0,
  -5.0,
  15.0,
  30.0,
  285.0,
  281.0,
  258.0,
  2342,
  748.0,
  8.0,
  805,
  756.0,
  -9.0,
  0,
  0,
  None,
  None,
  None,
  None,
  None,
  None),
 (4,
  2015,
  1,
  1,
  4,
  'AS',
  135,
  'N527AS',
  'SEA',
  'ANC',
  25,
  24.0,
  -1.0,
  11.0,
  35.0,
  235.0,
  215.0,
  199.0,
  1448,
  254.0,
  5.0,
  320,
  259.0,
  -21.0,
  0,
  0,
  None,
  None,
  None,
  None,
  None,
  None),
 (5,
  2015,
  1,
  1,
  4,
  'DL',
  806,
  'N3730B',
  'SFO',
  'MSP',
  25,
  20.0,
  -5.0,
  18.0,
  38.0,
  217.0,
  230.0,
  206.0,
  1589,
  604.0,
  6.0,
  602,
  610.0,
  8.0,
  0,
  0,
  None,
  None,
  None,
  None,
  None,
  None),
 (6,
  2015,
  1,
  1,
  4,
  'NK',
  612,
  'N635NK',
  'LAS',
  'MSP',
  25,
  19.0,
  -6.0,
  11.0,
  30.0,
  181.0,
  170.0,
  154.0,
  1299,
  504.0,
  5.0,
  526,
  509.0,
  -17.0,
  0,
  0,
  None,
  None,
  None,
  None,
  None,
  None),
 (7,
  2015,
  1,
  1,
  4,
  'US',
  2013,
  'N584UW',
  'LAX',
  'CLT',
  30,
  44.0,
  14.0,
  13.0,
  57.0,
  273.0,
  249.0,
  228.0,
  2125,
  745.0,
  8.0,
  803,
  753.0,
  -10.0,
  0,
  0,
  None,
  None,
  None,
  None,
  None,
  None),
 (8,
  2015,
  1,
  1,
  4,
  'AA',
  1112,
  'N3LAAA',
  'SFO',
  'DFW',
  30,
  19.0,
  -11.0,
  17.0,
  36.0,
  195.0,
  193.0,
  173.0,
  1464,
  529.0,
  3.0,
  545,
  532.0,
  -13.0,
  0,
  0,
  None,
  None,
  None,
  None,
  None,
  None),
 (9,
  2015,
  1,
  1,
  4,
  'DL',
  1173,
  'N826DN',
  'LAS',
  'ATL',
  30,
  33.0,
  3.0,
  12.0,
  45.0,
  221.0,
  203.0,
  186.0,
  1747,
  651.0,
  5.0,
  711,
  656.0,
  -15.0,
  0,
  0,
  None,
  None,
  None,
  None,
  None,
  None),
 (10,
  2015,
  1,
  1,
  4,
  'DL',
  2336,
  'N958DN',
  'DEN',
  'ATL',
  30,
  24.0,
  -6.0,
  12.0,
  36.0,
  173.0,
  149.0,
  133.0,
  1199,
  449.0,
  4.0,
  523,
  453.0,
  -30.0,
  0,
  0,
  None,
  None,
  None,
  None,
  None,
  None),
 (11,
  2015,
  1,
  1,
  4,
  'AA',
  1674,
  'N853AA',
  'LAS',
  'MIA',
  35,
  27.0,
  -8.0,
  21.0,
  48.0,
  268.0,
  266.0,
  238.0,
  2174,
  746.0,
  7.0,
  803,
  753.0,
  -10.0,
  0,
  0,
  None,
  None,
  None,
  None,
  None,
  None),
 (12,
  2015,
  1,
  1,
  4,
  'DL',
  1434,
  'N547US',
  'LAX',
  'MSP',
  35,
  35.0,
  0.0,
  18.0,
  53.0,
  214.0,
  210.0,
  188.0,
  1535,
  601.0,
  4.0,
  609,
  605.0,
  -4.0,
  0,
  0,
  None,
  None,
  None,
  None,
  None,
  None),
 (13,
  2015,
  1,
  1,
  4,
  'DL',
  2324,
  'N3751B',
  'SLC',
  'ATL',
  40,
  34.0,
  -6.0,
  18.0,
  52.0,
  215.0,
  199.0,
  176.0,
  1590,
  548.0,
  5.0,
  615,
  553.0,
  -22.0,
  0,
  0,
  None,
  None,
  None,
  None,
  None,
  None),
 (14,
  2015,
  1,
  1,
  4,
  'DL',
  2440,
  'N651DL',
  'SEA',
  'MSP',
  40,
  39.0,
  -1.0,
  28.0,
  107.0,
  189.0,
  198.0,
  166.0,
  1399,
  553.0,
  4.0,
  549,
  557.0,
  8.0,
  0,
  0,
  None,
  None,
  None,
  None,
  None,
  None),
 (15,
  2015,
  1,
  1,
  4,
  'AS',
  108,
  'N309AS',
  'ANC',
  'SEA',
  45,
  41.0,
  -4.0,
  17.0,
  58.0,
  204.0,
  194.0,
  173.0,
  1448,
  451.0,
  4.0,
  509,
  455.0,
  -14.0,
  0,
  0,
  None,
  None,
  None,
  None,
  None,
  None),
 (16,
  2015,
  1,
  1,
  4,
  'DL',
  1560,
  'N3743H',
  'ANC',
  'SEA',
  45,
  31.0,
  -14.0,
  25.0,
  56.0,
  210.0,
  200.0,
  171.0,
  1448,
  447.0,
  4.0,
  515,
  451.0,
  -24.0,
  0,
  0,
  None,
  None,
  None,
  None,
  None,
  None),
 (17,
  2015,
  1,
  1,
  4,
  'UA',
  1197,
  'N78448',
  'SFO',
  'IAH',
  48,
  42.0,
  -6.0,
  11.0,
  53.0,
  218.0,
  217.0,
  199.0,
  1635,
  612.0,
  7.0,
  626,
  619.0,
  -7.0,
  0,
  0,
  None,
  None,
  None,
  None,
  None,
  None),
 (18,
  2015,
  1,
  1,
  4,
  'AS',
  122,
  'N413AS',
  'ANC',
  'PDX',
  50,
  46.0,
  -4.0,
  11.0,
  57.0,
  215.0,
  201.0,
  187.0,
  1542,
  504.0,
  3.0,
  525,
  507.0,
  -18.0,
  0,
  0,
  None,
  None,
  None,
  None,
  None,
  None),
 (19,
  2015,
  1,
  1,
  4,
  'DL',
  1670,
  'N806DN',
  'PDX',
  'MSP',
  50,
  45.0,
  -5.0,
  9.0,
  54.0,
  193.0,
  186.0,
  171.0,
  1426,
  545.0,
  6.0,
  603,
  551.0,
  -12.0,
  0,
  0,
  None,
  None,
  None,
  None,
  None,
  None),
 (20,
  2015,
  1,
  1,
  4,
  'NK',
  520,
  'N525NK',
  'LAS',
  'MCI',
  55,
  120.0,
  25.0,
  11.0,
  131.0,
  162.0,
  143.0,
  128.0,
  1139,
  539.0,
  4.0,
  537,
  543.0,
  6.0,
  0,
  0,
  None,
  None,
  None,
  None,
  None,
  None),
 (21,
  2015,
  1,
  1,
  4,
  'AA',
  371,
  'N3GXAA',
  'SEA',
  'MIA',
  100,
  52.0,
  -8.0,
  30.0,
  122.0,
  338.0,
  347.0,
  311.0,
  2724,
  933.0,
  6.0,
  938,
  939.0,
  1.0,
  0,
  0,
  None,
  None,
  None,
  None,
  None,
  None),
 (22,
  2015,
  1,
  1,
  4,
  'NK',
  214,
  'N632NK',
  'LAS',
  'DFW',
  103,
  102.0,
  -1.0,
  13.0,
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  None,
  None,
  None,
  None,
  None),
 (995,
  2015,
  1,
  1,
  4,
  'WN',
  552,
  'N291WN',
  'SAT',
  'ELP',
  705,
  734.0,
  29.0,
  11.0,
  745.0,
  95.0,
  96.0,
  81.0,
  496,
  806.0,
  4.0,
  740,
  810.0,
  30.0,
  0,
  0,
  None,
  1.0,
  0.0,
  29.0,
  0.0,
  0.0),
 (996,
  2015,
  1,
  1,
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  3239,
  'N905WN',
  'TPA',
  'BWI',
  705,
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  9.0,
  712.0,
  140.0,
  124.0,
  111.0,
  842,
  903.0,
  4.0,
  925,
  907.0,
  -18.0,
  0,
  0,
  None,
  None,
  None,
  None,
  None,
  None),
 (997,
  2015,
  1,
  1,
  4,
  'WN',
  1912,
  'N554WN',
  'TUS',
  'DEN',
  705,
  658.0,
  -7.0,
  18.0,
  716.0,
  110.0,
  108.0,
  83.0,
  639,
  839.0,
  7.0,
  855,
  846.0,
  -9.0,
  0,
  0,
  None,
  None,
  None,
  None,
  None,
  None),
 (998,
  2015,
  1,
  1,
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  'UA',
  1660,
  'N17730',
  'SNA',
  'EWR',
  705,
  658.0,
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  13.0,
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  256.0,
  2434,
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  1433.0,
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  None,
  None,
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  None,
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  445,
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  56.0,
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  65.0,
  96.0,
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  130,
  828.0,
  5.0,
  810,
  833.0,
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 ...]
In [6]:
#The top 5 airports with the highest number of delays.
cursor.execute('''CREATE TABLE top_airports_delay (
                         IATA_CODE TEXT PRIMARY KEY,
                         DELAYS INTEGER
                  );''')

cursor.execute('''INSERT INTO top_airports_delay (IATA_CODE, DELAYS)
                    SELECT a.IATA_CODE, COUNT(*) AS delays
                    FROM flights f
                    INNER JOIN airports a ON a.IATA_CODE = f.ORIGIN_AIRPORT
                    WHERE ifnull(f.DEPARTURE_DELAY, 0) > 0
                    GROUP BY a.IATA_CODE
                    ORDER BY delays DESC
                    LIMIT 5;''')

df_delays = pd.read_sql_query(
                '''SELECT d.IATA_CODE, a.AIRPORT, d.DELAYS
                   FROM top_airports_delay d
                   JOIN airports a ON a.IATA_CODE = d.IATA_CODE
                   ORDER BY delays DESC;''', conn)

df_delays.index = [*range(1, len(df_delays) + 1, 1)]

df_delays
Out[6]:
IATA_CODE AIRPORT DELAYS
1 ATL Hartsfield-Jackson Atlanta International Airport 129846
2 ORD Chicago O'Hare International Airport 121706
3 DFW Dallas/Fort Worth International Airport 96475
4 DEN Denver International Airport 89290
5 LAX Los Angeles International Airport 81954
In [7]:
#The top 5 airports with the highest number of departures ahead of time.
res = cursor.execute('''SELECT a.AIRPORT, COUNT(*) AS delays
                        FROM flights f
                        INNER JOIN airports a ON a.IATA_CODE = f.ORIGIN_AIRPORT
                        WHERE ifnull(f.DEPARTURE_DELAY, 0) < 0
                        GROUP BY a.IATA_CODE
                        ORDER BY delays DESC
                        LIMIT 5''')
res.fetchall()
Out[7]:
[('Hartsfield-Jackson Atlanta International Airport', 184453),
 ("Chicago O'Hare International Airport", 139897),
 ('Dallas/Fort Worth International Airport', 125479),
 ('Los Angeles International Airport', 98947),
 ('Denver International Airport', 93285)]
In [8]:
#The top 5 airports with the highest number of departures delayed or ahead of time.
res = cursor.execute('''SELECT a.AIRPORT, COUNT(*) AS delays
                        FROM flights f
                        INNER JOIN airports a ON a.IATA_CODE = f.ORIGIN_AIRPORT
                        WHERE ifnull(f.DEPARTURE_DELAY, 0) != 0
                        GROUP BY a.IATA_CODE
                        ORDER BY delays DESC
                        LIMIT 5''')
res.fetchall()
Out[8]:
[('Hartsfield-Jackson Atlanta International Airport', 314299),
 ("Chicago O'Hare International Airport", 261603),
 ('Dallas/Fort Worth International Airport', 221954),
 ('Denver International Airport', 182575),
 ('Los Angeles International Airport', 180901)]
In [9]:
#The top 5 airports with the highest number of departures on time.
res = cursor.execute('''SELECT a.AIRPORT, COUNT(*) AS delays
                        FROM flights f
                        INNER JOIN airports a ON a.IATA_CODE = f.ORIGIN_AIRPORT
                        WHERE ifnull(f.DEPARTURE_DELAY, 0) = 0
                        GROUP BY a.IATA_CODE
                        ORDER BY delays DESC
                        LIMIT 5''')
res.fetchall()
Out[9]:
[('Hartsfield-Jackson Atlanta International Airport', 32537),
 ("Chicago O'Hare International Airport", 24281),
 ('Dallas/Fort Worth International Airport', 17597),
 ('Los Angeles International Airport', 13772),
 ('Denver International Airport', 13480)]

Distribution of Delays by Airline¶

In [11]:
#obtaining the number of flights ahead of time by airline
df_ahead = pd.read_sql('''SELECT a.AIRLINE AS airline, COUNT(*) AS ahead,
                          COUNT(*) * 1.0 / (SELECT COUNT(*) FROM flights WHERE airline = a.IATA_CODE) AS perc
                          FROM flights f
                          INNER JOIN airlines a ON a.IATA_CODE = f.AIRLINE
                          WHERE ifnull(f.DEPARTURE_DELAY, 0) < 0
                          GROUP BY f.AIRLINE
                          ORDER BY ahead DESC''', conn)

df_ahead
Out[11]:
airline ahead perc
0 Southwest Airlines Co. 587783 0.465809
1 Delta Air Lines Inc. 522581 0.596635
2 American Airlines Inc. 436039 0.600618
3 Skywest Airlines Inc. 380370 0.646500
4 Atlantic Southeast Airlines 365593 0.639174
5 United Air Lines Inc. 224854 0.435998
6 American Eagle Airlines Inc. 171512 0.582123
7 JetBlue Airways 147160 0.551062
8 US Airways Inc. 123032 0.619138
9 Alaska Airlines Inc. 121253 0.702830
10 Spirit Air Lines 58663 0.499774
11 Hawaiian Airlines Inc. 52841 0.692797
12 Frontier Airlines Inc. 52144 0.574046
13 Virgin America 34123 0.551233
In [12]:
#obtaining the number of delayed flights by airline
df_delayed = pd.read_sql('''SELECT a.AIRLINE AS airline, COUNT(*) AS delayed,
                            COUNT(*) * 1.0 / (SELECT COUNT(*) FROM flights WHERE airline = a.IATA_CODE) AS perc
                            FROM flights f
                            INNER JOIN airlines a ON a.IATA_CODE = f.AIRLINE
                            WHERE ifnull(f.DEPARTURE_DELAY, 0) > 0
                            GROUP BY f.AIRLINE
                            ORDER BY delayed DESC''', conn)

df_delayed
Out[12]:
airline delayed perc
0 Southwest Airlines Co. 566807 0.449186
1 Delta Air Lines Inc. 282463 0.322490
2 United Air Lines Inc. 256550 0.497457
3 American Airlines Inc. 245904 0.338718
4 Skywest Airlines Inc. 171572 0.291614
5 Atlantic Southeast Airlines 169897 0.297035
6 JetBlue Airways 102061 0.382182
7 American Eagle Airlines Inc. 93726 0.318112
8 US Airways Inc. 62565 0.314848
9 Spirit Air Lines 52089 0.443768
10 Alaska Airlines Inc. 43566 0.252526
11 Frontier Airlines Inc. 34893 0.384132
12 Virgin America 23379 0.377672
13 Hawaiian Airlines Inc. 20146 0.264134
In [13]:
#obtaining the number of departures on time by airline
df_ontime = pd.read_sql('''SELECT a.AIRLINE AS airline, COUNT(*) AS ontime,
                           COUNT(*) * 1.0 / (SELECT COUNT(*) FROM flights WHERE airline = a.IATA_CODE) AS perc
                           FROM flights f
                           INNER JOIN airlines a ON a.IATA_CODE = f.AIRLINE
                           WHERE ifnull(f.DEPARTURE_DELAY, 0) = 0
                           GROUP BY f.AIRLINE
                           ORDER BY ontime DESC''', conn)

df_ontime
Out[13]:
airline ontime perc
0 Southwest Airlines Co. 107265 0.085006
1 Delta Air Lines Inc. 70837 0.080875
2 American Airlines Inc. 44041 0.060664
3 Atlantic Southeast Airlines 36487 0.063791
4 Skywest Airlines Inc. 36411 0.061886
5 United Air Lines Inc. 34319 0.066545
6 American Eagle Airlines Inc. 29394 0.099765
7 JetBlue Airways 17827 0.066756
8 US Airways Inc. 13118 0.066014
9 Alaska Airlines Inc. 7702 0.044644
10 Spirit Air Lines 6627 0.056458
11 Virgin America 4401 0.071095
12 Frontier Airlines Inc. 3799 0.041823
13 Hawaiian Airlines Inc. 3285 0.043070
In [14]:
fig = go.Figure()

fig.add_trace(go.Bar(x=df_ahead['perc'].apply(lambda p: p * 100), y=df_ahead['airline'],
                     text=df_ahead['ahead'], visible=True, orientation='h',
                     hoverinfo='x+name+text', hovertemplate='%{x:.0f}% (%{text})',
                     marker_color='orange', name='departures ahead of time'))

fig.add_trace(go.Bar(x=df_delayed['perc'].apply(lambda p: p * 100), y=df_delayed['airline'],
                     text=df_delayed['delayed'], visible=True, orientation='h',
                     hoverinfo='x+name+text', hovertemplate='%{x:.0f}% (%{text})',
                     marker_color='red', name='delayed departures'))

fig.add_trace(go.Bar(x=df_ontime['perc'].apply(lambda p: p * 100), y=df_ontime['airline'],
                     text=df_ontime['ontime'], visible=True, orientation='h',
                     hoverinfo='x+name+text', hovertemplate='%{x:.0f}% (%{text})',
                     marker_color='green', name='departures on time'))

fig.update_layout(
    font=dict(family='Roboto'),
    title=dict(text='Proportion of delayed, ahead of time, and on time departures by airline<br>',
               subtitle=dict(text='<i>Source: U.S. Department of Transportation\'s (DOT), 2015.</i>',
                             font=dict(family='Roboto', size=12))),
    yaxis_title='Airline',
    xaxis_title='proportion of departures',
    yaxis={'categoryorder':'total descending'},
    xaxis_tickvals = [*range(0, 105, 5)],
    xaxis_ticktext = [f'{x}%' for x in [*range(0, 105, 5)]],
    hovermode='y unified',
    hoverlabel={'namelength': -1},  #to avoid truncation
    template='simple_white',
    plot_bgcolor='rgb(245,245,245)',
    barmode='stack',
    height=600
)

fig.show()

Is there a correlation beetween flight distance and delays?¶

In [16]:
#obtaining data
df_dd = pd.read_sql('''SELECT AVG(DEPARTURE_DELAY) AS delay, DISTANCE AS distance
                       FROM flights
                       WHERE DEPARTURE_DELAY IS NOT NULL AND DISTANCE IS NOT NULL
                       GROUP BY DISTANCE
                       ORDER BY DISTANCE, DEPARTURE_DELAY;''', conn)

df_dd
Out[16]:
delay distance
0 112.000000 21
1 3.931660 31
2 10.797386 41
3 110.000000 49
4 89.000000 52
... ... ...
1357 20.766667 4243
1358 10.965612 4502
1359 18.690058 4817
1360 14.660589 4962
1361 11.686217 4983

1362 rows × 2 columns

In [17]:
fig = go.Figure()

fig.add_trace(go.Scatter(x=df_dd['distance'], y=df_dd['delay'],
                         mode='markers', marker_color='green', name='distance'))

fig.update_layout(
    font=dict(family='Roboto'),
    title=dict(text='Average departure delay per flight distance<br>',
               subtitle=dict(text='<i>Source: U.S. Department of Transportation\'s (DOT), 2015.</i>',
                             font=dict(family='Roboto', size=12))),
    yaxis_title='average departure delay',
    xaxis_title='flight distance',
    hovermode='x',
    hoverlabel={'namelength': -1},  #to avoid truncation
    template='simple_white',
    plot_bgcolor='rgb(245,245,245)',
    height=600
)

fig.show()
In [18]:
#Pearson correlation coefficient
df_dd['distance'].corr(df_dd['delay'])
Out[18]:
-0.0005725180025088282

The data show that average delays are not related to flight distances. The correlation coefficient (0) also confirms this conclusion. The majority of flights have similar delays independently of distance.

Average departure delay per hour of departure¶

In [21]:
df_hour = pd.read_sql('''SELECT AVG(DEPARTURE_DELAY) AS delay, DEPARTURE_TIME AS hour
                         FROM flights f
                         WHERE DEPARTURE_DELAY IS NOT NULL AND DEPARTURE_TIME IS NOT NULL
                         GROUP BY DEPARTURE_TIME
                         ORDER BY DEPARTURE_TIME, DEPARTURE_DELAY;''', conn)

df_hour
Out[21]:
delay hour
0 47.368741 1.0
1 54.461812 2.0
2 57.940109 3.0
3 60.759369 4.0
4 59.300546 5.0
... ... ...
1435 32.590293 2356.0
1436 37.126168 2357.0
1437 32.678781 2358.0
1438 37.249409 2359.0
1439 57.460039 2400.0

1440 rows × 2 columns

In [22]:
fig = go.Figure()

fig.add_trace(go.Scatter(x=df_hour['hour'], y=df_hour['delay'],
                         mode='markers', marker_color='darkblue'))

fig.update_layout(
    font=dict(family='Roboto'),
    title=dict(text='Average departure delay per hour of departure<br>',
               subtitle=dict(text='<i>Source: U.S. Department of Transportation\'s (DOT), 2015.</i>',
                             font=dict(family='Roboto', size=12))),
    yaxis_title='average departure delay',
    xaxis_title='hour of departure',
    xaxis_nticks=24,
    hovermode='x',
    hoverlabel={'namelength': -1},  #to avoid truncation
    template='simple_white',
    plot_bgcolor='rgb(245,245,245)',
    height=600
)

fig.show()

Most delays were registered in flights scheduled between 8:00pm and 5:00am. Outside this window, the delays were smaller during the morning and increasingly bigger by the evening.

Map of Delays by Airport¶

In [25]:
df_airport = pd.read_sql('''SELECT a.IATA_CODE AS iata, a.AIRPORT AS airport, a.CITY AS city, a.STATE AS state, 
                                   a.LATITUDE AS latitude, a.LONGITUDE AS longitude,
                                   COUNT(*) * 1.0 / (SELECT COUNT(*) FROM flights WHERE ORIGIN_AIRPORT = a.IATA_CODE) AS perc
                            FROM flights f
                            INNER JOIN airports a ON a.IATA_CODE = f.ORIGIN_AIRPORT
                            WHERE ifnull(f.DEPARTURE_DELAY, 0) > 0
                            GROUP BY f.ORIGIN_AIRPORT
                            ORDER BY perc DESC''', conn)

df_airport.perc = df_airport.perc.apply(lambda p: round(p * 100, 2))
df_airport['hovertext'] = df_airport.iata + ' - ' + df_airport.airport + '<br>' + \
                          df_airport.city + ', ' + df_airport.state + '<br>' + \
                          df_airport.perc.astype(str) + '% of flights were delayed'

df_airport
Out[25]:
iata airport city state latitude longitude perc hovertext
0 GUM Guam International Airport Agana GU 13.48345 -144.79598 67.66 GUM - Guam International Airport<br>Agana, GU<...
1 GST Gustavus Airport Gustavus AK 58.42438 -135.70738 58.44 GST - Gustavus Airport<br>Gustavus, AK<br>58.4...
2 ADK Adak Airport Adak AK 51.87796 -176.64603 57.29 ADK - Adak Airport<br>Adak, AK<br>57.29% of fl...
3 ILG Wilmington Airport Wilmington DE 39.67872 -75.60653 55.00 ILG - Wilmington Airport<br>Wilmington, DE<br>...
4 MVY Martha's Vineyard Airport Marthas Vineyard MA 41.39303 -70.61433 54.15 MVY - Martha's Vineyard Airport<br>Marthas Vin...
... ... ... ... ... ... ... ... ...
317 PIH Pocatello Regional Airport Pocatello ID 42.91131 -112.59586 11.01 PIH - Pocatello Regional Airport<br>Pocatello,...
318 LWS Lewiston-Nez Perce County Airport Lewiston ID 46.37450 -117.01539 9.18 LWS - Lewiston-Nez Perce County Airport<br>Lew...
319 EKO Elko Regional Airport Elko NV 40.82493 -115.79170 8.85 EKO - Elko Regional Airport<br>Elko, NV<br>8.8...
320 CNY Canyonlands Field Moab UT 38.75496 -109.75484 5.34 CNY - Canyonlands Field<br>Moab, UT<br>5.34% o...
321 VEL Valdez Airport Vernal UT 40.44090 -109.50992 4.85 VEL - Valdez Airport<br>Vernal, UT<br>4.85% of...

322 rows × 8 columns

In [26]:
fig=go.Figure(data=go.Scattergeo(
                        locationmode='USA-states',
                        lon=df_airport.longitude,
                        lat=df_airport.latitude,
                        text=df_airport.hovertext,
                        mode='markers',
                        marker=dict(size=8, opacity=0.8,
                                    autocolorscale=False, symbol='circle',
                                    line=dict(width=1, color='rgba(102, 102, 102)'),
                                    colorscale='Reds',
                                    cmin=0,
                                    color=df_airport.perc,
                                    cmax=df_airport.perc.max(),
                                    colorbar=dict(title=dict(text="% of delayed flights"))
                                    )
                        )
              )

fig.update_layout(
    font=dict(family='Roboto'),
    title=dict(text='Proportion of delayed flights by airport in 2015<br>',
               subtitle=dict(text='<i>Source: U.S. Department of Transportation\'s (DOT)</i>',
                             font=dict(family='Roboto', size=12))),
    geo_scope='usa'
)

fig.show()

Airports located in big cities tend to have more delayed flights.

Delays per month in 2015¶

In [29]:
df_month = pd.read_sql('''SELECT AVG(DEPARTURE_DELAY) AS delay, MONTH AS month
                          FROM flights f
                          WHERE DEPARTURE_DELAY IS NOT NULL AND MONTH IS NOT NULL
                          GROUP BY MONTH
                          ORDER BY MONTH, DEPARTURE_DELAY;''', conn)

df_month.month = pd.to_datetime(df_month.month, format='%m') \
                   .apply(lambda m: m.strftime('%b'))
df_month
Out[29]:
delay month
0 9.759471 Jan
1 11.885284 Feb
2 9.660903 Mar
3 7.721885 Apr
4 9.454144 May
5 13.986016 Jun
6 11.394664 Jul
7 9.932045 Aug
8 4.823560 Sep
9 4.982661 Oct
10 6.944197 Nov
11 11.783529 Dec
In [30]:
fig = go.Figure()

fig.add_trace(go.Bar(x=df_month['month'], y=df_month['delay'],
                     marker_color='darkred'))

fig.update_layout(
    font=dict(family='Roboto'),
    title=dict(text='Average departure delay per month in 2015<br>',
               subtitle=dict(text='<i>Source: U.S. Department of Transportation\'s (DOT).</i>',
                             font=dict(family='Roboto', size=12))),
    yaxis_title='average departure delay',
    xaxis_title='month',
    hovermode='x unified',
    hoverlabel={'namelength': -1},  #to avoid truncation
    template='simple_white',
    plot_bgcolor='rgb(245,245,245)',
    height=600
)

February, June, July, and December registered the highest average delays. September and October were the months with the lowest average delays.

Machine Learning Model Training¶

In [33]:
df_airlines = pd.read_sql('''SELECT * FROM airlines''', conn)
df_airlines.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 14 entries, 0 to 13
Data columns (total 3 columns):
 #   Column     Non-Null Count  Dtype 
---  ------     --------------  ----- 
 0   index      14 non-null     int64 
 1   IATA_CODE  14 non-null     object
 2   AIRLINE    14 non-null     object
dtypes: int64(1), object(2)
memory usage: 468.0+ bytes
In [34]:
df_airports = pd.read_sql('''SELECT * FROM airports''', conn)
df_airports.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 322 entries, 0 to 321
Data columns (total 8 columns):
 #   Column     Non-Null Count  Dtype  
---  ------     --------------  -----  
 0   index      322 non-null    int64  
 1   IATA_CODE  322 non-null    object 
 2   AIRPORT    322 non-null    object 
 3   CITY       322 non-null    object 
 4   STATE      322 non-null    object 
 5   COUNTRY    322 non-null    object 
 6   LATITUDE   319 non-null    float64
 7   LONGITUDE  319 non-null    float64
dtypes: float64(2), int64(1), object(5)
memory usage: 20.3+ KB
In [35]:
df_flights = pd.read_sql('''SELECT * FROM flights''', conn)
df_flights.info(show_counts=True)
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 5819079 entries, 0 to 5819078
Data columns (total 32 columns):
 #   Column               Non-Null Count    Dtype  
---  ------               --------------    -----  
 0   index                5819079 non-null  int64  
 1   YEAR                 5819079 non-null  int64  
 2   MONTH                5819079 non-null  int64  
 3   DAY                  5819079 non-null  int64  
 4   DAY_OF_WEEK          5819079 non-null  int64  
 5   AIRLINE              5819079 non-null  object 
 6   FLIGHT_NUMBER        5819079 non-null  int64  
 7   TAIL_NUMBER          5804358 non-null  object 
 8   ORIGIN_AIRPORT       5819079 non-null  object 
 9   DESTINATION_AIRPORT  5819079 non-null  object 
 10  SCHEDULED_DEPARTURE  5819079 non-null  int64  
 11  DEPARTURE_TIME       5732926 non-null  float64
 12  DEPARTURE_DELAY      5732926 non-null  float64
 13  TAXI_OUT             5730032 non-null  float64
 14  WHEELS_OFF           5730032 non-null  float64
 15  SCHEDULED_TIME       5819073 non-null  float64
 16  ELAPSED_TIME         5714008 non-null  float64
 17  AIR_TIME             5714008 non-null  float64
 18  DISTANCE             5819079 non-null  int64  
 19  WHEELS_ON            5726566 non-null  float64
 20  TAXI_IN              5726566 non-null  float64
 21  SCHEDULED_ARRIVAL    5819079 non-null  int64  
 22  ARRIVAL_TIME         5726566 non-null  float64
 23  ARRIVAL_DELAY        5714008 non-null  float64
 24  DIVERTED             5819079 non-null  int64  
 25  CANCELLED            5819079 non-null  int64  
 26  CANCELLATION_REASON  89884 non-null    object 
 27  AIR_SYSTEM_DELAY     1063439 non-null  float64
 28  SECURITY_DELAY       1063439 non-null  float64
 29  AIRLINE_DELAY        1063439 non-null  float64
 30  LATE_AIRCRAFT_DELAY  1063439 non-null  float64
 31  WEATHER_DELAY        1063439 non-null  float64
dtypes: float64(16), int64(11), object(5)
memory usage: 1.4+ GB
In [36]:
#Since the goal of the model is to predict whether a flight will be delayed or not, I will use variables 
#which can be obtained before the flight departure.
#These variables are also well represented in the dataset, as there are no null values.
#The target variable will be based upon the DEPARTURE_DELAY, so samples without it will be discarded
df_flights = pd.read_sql('''SELECT f.MONTH, f.DAY, f.DAY_OF_WEEK, f.AIRLINE, f.ORIGIN_AIRPORT, 
                                   f.DESTINATION_AIRPORT, f.SCHEDULED_DEPARTURE, f.SCHEDULED_ARRIVAL, 
                                   f.FLIGHT_NUMBER, f.DEPARTURE_DELAY 
                            FROM flights f
                            WHERE f.DEPARTURE_DELAY IS NOT NULL''', conn)
df_flights.info(show_counts=True)
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 5732926 entries, 0 to 5732925
Data columns (total 10 columns):
 #   Column               Non-Null Count    Dtype  
---  ------               --------------    -----  
 0   MONTH                5732926 non-null  int64  
 1   DAY                  5732926 non-null  int64  
 2   DAY_OF_WEEK          5732926 non-null  int64  
 3   AIRLINE              5732926 non-null  object 
 4   ORIGIN_AIRPORT       5732926 non-null  object 
 5   DESTINATION_AIRPORT  5732926 non-null  object 
 6   SCHEDULED_DEPARTURE  5732926 non-null  int64  
 7   SCHEDULED_ARRIVAL    5732926 non-null  int64  
 8   FLIGHT_NUMBER        5732926 non-null  int64  
 9   DEPARTURE_DELAY      5732926 non-null  float64
dtypes: float64(1), int64(6), object(3)
memory usage: 437.4+ MB
In [37]:
df_flights.columns = df_flights.columns.str.lower()
df_flights.head(10)
Out[37]:
month day day_of_week airline origin_airport destination_airport scheduled_departure scheduled_arrival flight_number departure_delay
0 1 1 4 AS ANC SEA 5 430 98 -11.0
1 1 1 4 AA LAX PBI 10 750 2336 -8.0
2 1 1 4 US SFO CLT 20 806 840 -2.0
3 1 1 4 AA LAX MIA 20 805 258 -5.0
4 1 1 4 AS SEA ANC 25 320 135 -1.0
5 1 1 4 DL SFO MSP 25 602 806 -5.0
6 1 1 4 NK LAS MSP 25 526 612 -6.0
7 1 1 4 US LAX CLT 30 803 2013 14.0
8 1 1 4 AA SFO DFW 30 545 1112 -11.0
9 1 1 4 DL LAS ATL 30 711 1173 3.0
In [38]:
#The target variable will be DEPARTURE_DELAY
#If a flight is more than 15 minutes delayed, then the target variable will be 1
#Otherwise, it will be 0 (departures on time or ahead of time)
df_flights.departure_delay = df_flights.departure_delay.apply(lambda d: 1 if d >= 15 else 0)
f'{(df_flights.departure_delay.sum() / len(df_flights.departure_delay)) * 100:.2f}% of the departure delays are greater than or equal to 15'
Out[38]:
'18.45% of the departure delays are greater than or equal to 15'
In [39]:
df_flights.head(100)
Out[39]:
month day day_of_week airline origin_airport destination_airport scheduled_departure scheduled_arrival flight_number departure_delay
0 1 1 4 AS ANC SEA 5 430 98 0
1 1 1 4 AA LAX PBI 10 750 2336 0
2 1 1 4 US SFO CLT 20 806 840 0
3 1 1 4 AA LAX MIA 20 805 258 0
4 1 1 4 AS SEA ANC 25 320 135 0
... ... ... ... ... ... ... ... ... ... ...
95 1 1 4 EV ORD DTW 535 800 5498 1
96 1 1 4 OO FAT LAX 535 650 6512 0
97 1 1 4 UA SMF DEN 538 900 1577 1
98 1 1 4 OO AUS LAX 538 710 4986 0
99 1 1 4 B6 BOS BWI 540 721 727 0

100 rows × 10 columns

In [40]:
#save the dataframe with flights
df_flights.to_pickle('df_flights.pickle')

#reset all variables and free up RAM
%reset -f

#load the dataframe from file
import pandas as pd

df_flights = pd.read_pickle('df_flights.pickle')
In [41]:
from sklearn.ensemble import RandomForestClassifier
from sklearn import metrics
from sklearn.model_selection import StratifiedKFold

def train_randomforest(folds=10, trees=1):
    #k-fold cross validation
    kfold = StratifiedKFold(n_splits=folds, shuffle=True)
    i = 1
    
    modelo = RandomForestClassifier(n_jobs=-1, n_estimators=trees)
    
    columns = ['month',	'day',	'day_of_week',	'scheduled_departure',	'scheduled_arrival', 'flight_number']
    
    accuracy = []
    precision_delay, recall_delay, f1_score_delay = [], [], []
    precision_nodelay, recall_nodelay, f1_score_nodelay = [], [], []
    
    for train, test in kfold.split(df_flights[columns], df_flights.departure_delay):
        data_train = df_flights.loc[train, columns]
        target_train = df_flights.loc[train, 'departure_delay']
    
        data_test = df_flights.loc[test, columns]
        target_test = df_flights.loc[test, 'departure_delay']
    
        modelo.fit(data_train, target_train)
        
        print(f'{"*"*53}\nFold = {i}\n{"*"*53}')
        class_results = modelo.predict(data_test)
        print(metrics.classification_report(target_test, class_results))
        class_metrics = metrics.classification_report(target_test, class_results, output_dict=True)
        class_metrics = pd.DataFrame(class_metrics)
        accuracy.append(class_metrics.accuracy.iat[0])
        precision_delay.append(class_metrics['1'].precision)
        recall_delay.append(class_metrics['1'].recall)
        f1_score_delay.append(class_metrics['1']['f1-score'])
        precision_nodelay.append(class_metrics['0'].precision)
        recall_nodelay.append(class_metrics['0'].recall)
        f1_score_nodelay.append(class_metrics['0']['f1-score'])
    
        i += 1
    
    print(f'{"*"*112}\nClassification results for RandomForest with {trees} tree(s) '
          f'and {folds} folds for cross validation (averages of all folds)\n{"*"*112}\n'
          f'accuracy -> {(sum(accuracy) / len(accuracy)) * 100:.2f}%\n\n'
          f'Prediction for delay (class 1)\n'
          f'precision -> {(sum(precision_delay) / len(precision_delay)) * 100:.2f}%\t'
          f'recall -> {(sum(recall_delay) / len(recall_delay)) * 100:.2f}%\t'
          f'f1-score -> {(sum(f1_score_delay) / len(f1_score_delay)) * 100:.2f}%\n\n'
          f'Prediction for no delay (class 0)\n'
          f'precision -> {(sum(precision_nodelay) / len(precision_nodelay)) * 100:.2f}%\t'
          f'recall -> {(sum(recall_nodelay) / len(recall_nodelay)) * 100:.2f}%\t'
          f'f1-score -> {(sum(f1_score_nodelay) / len(f1_score_nodelay)) * 100:.2f}%\n\n')

train_randomforest()
*****************************************************
Fold = 1
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.83      0.83    467538
           1       0.27      0.27      0.27    105755

    accuracy                           0.73    573293
   macro avg       0.55      0.55      0.55    573293
weighted avg       0.73      0.73      0.73    573293

*****************************************************
Fold = 2
*****************************************************
              precision    recall  f1-score   support

           0       0.84      0.83      0.83    467538
           1       0.27      0.28      0.27    105755

    accuracy                           0.73    573293
   macro avg       0.55      0.55      0.55    573293
weighted avg       0.73      0.73      0.73    573293

*****************************************************
Fold = 3
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.83      0.83    467537
           1       0.26      0.28      0.27    105756

    accuracy                           0.73    573293
   macro avg       0.55      0.55      0.55    573293
weighted avg       0.73      0.73      0.73    573293

*****************************************************
Fold = 4
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.83      0.83    467537
           1       0.26      0.27      0.27    105756

    accuracy                           0.73    573293
   macro avg       0.55      0.55      0.55    573293
weighted avg       0.73      0.73      0.73    573293

*****************************************************
Fold = 5
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.83      0.83    467537
           1       0.27      0.28      0.27    105756

    accuracy                           0.73    573293
   macro avg       0.55      0.55      0.55    573293
weighted avg       0.73      0.73      0.73    573293

*****************************************************
Fold = 6
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.83      0.83    467537
           1       0.26      0.27      0.27    105756

    accuracy                           0.73    573293
   macro avg       0.55      0.55      0.55    573293
weighted avg       0.73      0.73      0.73    573293

*****************************************************
Fold = 7
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.83      0.83    467537
           1       0.27      0.28      0.27    105755

    accuracy                           0.73    573292
   macro avg       0.55      0.55      0.55    573292
weighted avg       0.73      0.73      0.73    573292

*****************************************************
Fold = 8
*****************************************************
              precision    recall  f1-score   support

           0       0.84      0.83      0.83    467537
           1       0.27      0.28      0.27    105755

    accuracy                           0.73    573292
   macro avg       0.55      0.55      0.55    573292
weighted avg       0.73      0.73      0.73    573292

*****************************************************
Fold = 9
*****************************************************
              precision    recall  f1-score   support

           0       0.84      0.83      0.83    467537
           1       0.27      0.28      0.27    105755

    accuracy                           0.73    573292
   macro avg       0.55      0.55      0.55    573292
weighted avg       0.73      0.73      0.73    573292

*****************************************************
Fold = 10
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.83      0.83    467537
           1       0.27      0.27      0.27    105755

    accuracy                           0.73    573292
   macro avg       0.55      0.55      0.55    573292
weighted avg       0.73      0.73      0.73    573292

****************************************************************************************************************
Classification results for RandomForest with 1 tree(s) and 10 folds for cross validation (averages of all folds)
****************************************************************************************************************
accuracy -> 72.62%

Prediction for delay (class 1)
precision -> 26.62%	recall -> 27.57%	f1-score -> 27.09%

Prediction for no delay (class 0)
precision -> 83.48%	recall -> 82.81%	f1-score -> 83.15%


In [42]:
train_randomforest(folds=5)
*****************************************************
Fold = 1
*****************************************************
              precision    recall  f1-score   support

           0       0.84      0.83      0.83    935075
           1       0.27      0.28      0.27    211511

    accuracy                           0.73   1146586
   macro avg       0.55      0.55      0.55   1146586
weighted avg       0.73      0.73      0.73   1146586

*****************************************************
Fold = 2
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.83      0.83    935075
           1       0.26      0.27      0.27    211510

    accuracy                           0.72   1146585
   macro avg       0.55      0.55      0.55   1146585
weighted avg       0.73      0.72      0.73   1146585

*****************************************************
Fold = 3
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.83      0.83    935074
           1       0.27      0.27      0.27    211511

    accuracy                           0.73   1146585
   macro avg       0.55      0.55      0.55   1146585
weighted avg       0.73      0.73      0.73   1146585

*****************************************************
Fold = 4
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.83      0.83    935074
           1       0.27      0.28      0.27    211511

    accuracy                           0.73   1146585
   macro avg       0.55      0.55      0.55   1146585
weighted avg       0.73      0.73      0.73   1146585

*****************************************************
Fold = 5
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.83      0.83    935074
           1       0.27      0.28      0.27    211511

    accuracy                           0.73   1146585
   macro avg       0.55      0.55      0.55   1146585
weighted avg       0.73      0.73      0.73   1146585

****************************************************************************************************************
Classification results for RandomForest with 1 tree(s) and 5 folds for cross validation (averages of all folds)
****************************************************************************************************************
accuracy -> 72.58%

Prediction for delay (class 1)
precision -> 26.57%	recall -> 27.57%	f1-score -> 27.06%

Prediction for no delay (class 0)
precision -> 83.48%	recall -> 82.76%	f1-score -> 83.12%


In [43]:
train_randomforest(trees=2)
*****************************************************
Fold = 1
*****************************************************
              precision    recall  f1-score   support

           0       0.82      0.95      0.88    467538
           1       0.33      0.11      0.16    105755

    accuracy                           0.80    573293
   macro avg       0.58      0.53      0.52    573293
weighted avg       0.73      0.80      0.75    573293

*****************************************************
Fold = 2
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.95      0.88    467538
           1       0.33      0.11      0.16    105755

    accuracy                           0.80    573293
   macro avg       0.58      0.53      0.52    573293
weighted avg       0.73      0.80      0.75    573293

*****************************************************
Fold = 3
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.95      0.88    467537
           1       0.33      0.11      0.16    105756

    accuracy                           0.80    573293
   macro avg       0.58      0.53      0.52    573293
weighted avg       0.73      0.80      0.75    573293

*****************************************************
Fold = 4
*****************************************************
              precision    recall  f1-score   support

           0       0.82      0.95      0.88    467537
           1       0.33      0.11      0.16    105756

    accuracy                           0.80    573293
   macro avg       0.58      0.53      0.52    573293
weighted avg       0.73      0.80      0.75    573293

*****************************************************
Fold = 5
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.95      0.88    467537
           1       0.33      0.11      0.17    105756

    accuracy                           0.80    573293
   macro avg       0.58      0.53      0.52    573293
weighted avg       0.73      0.80      0.75    573293

*****************************************************
Fold = 6
*****************************************************
              precision    recall  f1-score   support

           0       0.82      0.95      0.88    467537
           1       0.33      0.11      0.16    105756

    accuracy                           0.80    573293
   macro avg       0.58      0.53      0.52    573293
weighted avg       0.73      0.80      0.75    573293

*****************************************************
Fold = 7
*****************************************************
              precision    recall  f1-score   support

           0       0.82      0.95      0.88    467537
           1       0.33      0.11      0.16    105755

    accuracy                           0.80    573292
   macro avg       0.58      0.53      0.52    573292
weighted avg       0.73      0.80      0.75    573292

*****************************************************
Fold = 8
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.95      0.88    467537
           1       0.33      0.11      0.16    105755

    accuracy                           0.80    573292
   macro avg       0.58      0.53      0.52    573292
weighted avg       0.73      0.80      0.75    573292

*****************************************************
Fold = 9
*****************************************************
              precision    recall  f1-score   support

           0       0.82      0.95      0.88    467537
           1       0.33      0.11      0.16    105755

    accuracy                           0.80    573292
   macro avg       0.58      0.53      0.52    573292
weighted avg       0.73      0.80      0.75    573292

*****************************************************
Fold = 10
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.95      0.88    467537
           1       0.34      0.11      0.16    105755

    accuracy                           0.80    573292
   macro avg       0.58      0.53      0.52    573292
weighted avg       0.74      0.80      0.75    573292

****************************************************************************************************************
Classification results for RandomForest with 2 tree(s) and 10 folds for cross validation (averages of all folds)
****************************************************************************************************************
accuracy -> 79.57%

Prediction for delay (class 1)
precision -> 33.37%	recall -> 10.80%	f1-score -> 16.32%

Prediction for no delay (class 0)
precision -> 82.50%	recall -> 95.12%	f1-score -> 88.36%


In [44]:
train_randomforest(trees=5)
*****************************************************
Fold = 1
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.92      0.87    467538
           1       0.34      0.19      0.25    105755

    accuracy                           0.78    573293
   macro avg       0.59      0.55      0.56    573293
weighted avg       0.74      0.78      0.76    573293

*****************************************************
Fold = 2
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.91      0.87    467538
           1       0.34      0.19      0.24    105755

    accuracy                           0.78    573293
   macro avg       0.58      0.55      0.56    573293
weighted avg       0.74      0.78      0.76    573293

*****************************************************
Fold = 3
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.91      0.87    467537
           1       0.35      0.20      0.25    105756

    accuracy                           0.78    573293
   macro avg       0.59      0.56      0.56    573293
weighted avg       0.74      0.78      0.76    573293

*****************************************************
Fold = 4
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.92      0.87    467537
           1       0.34      0.19      0.25    105756

    accuracy                           0.78    573293
   macro avg       0.59      0.56      0.56    573293
weighted avg       0.74      0.78      0.76    573293

*****************************************************
Fold = 5
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.91      0.87    467537
           1       0.34      0.20      0.25    105756

    accuracy                           0.78    573293
   macro avg       0.59      0.56      0.56    573293
weighted avg       0.74      0.78      0.76    573293

*****************************************************
Fold = 6
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.91      0.87    467537
           1       0.34      0.20      0.25    105756

    accuracy                           0.78    573293
   macro avg       0.59      0.55      0.56    573293
weighted avg       0.74      0.78      0.76    573293

*****************************************************
Fold = 7
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.91      0.87    467537
           1       0.34      0.20      0.25    105755

    accuracy                           0.78    573292
   macro avg       0.59      0.56      0.56    573292
weighted avg       0.74      0.78      0.76    573292

*****************************************************
Fold = 8
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.91      0.87    467537
           1       0.34      0.19      0.25    105755

    accuracy                           0.78    573292
   macro avg       0.59      0.55      0.56    573292
weighted avg       0.74      0.78      0.76    573292

*****************************************************
Fold = 9
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.91      0.87    467537
           1       0.34      0.20      0.25    105755

    accuracy                           0.78    573292
   macro avg       0.59      0.56      0.56    573292
weighted avg       0.74      0.78      0.76    573292

*****************************************************
Fold = 10
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.91      0.87    467537
           1       0.34      0.20      0.25    105755

    accuracy                           0.78    573292
   macro avg       0.59      0.56      0.56    573292
weighted avg       0.74      0.78      0.76    573292

****************************************************************************************************************
Classification results for RandomForest with 5 tree(s) and 10 folds for cross validation (averages of all folds)
****************************************************************************************************************
accuracy -> 78.19%

Prediction for delay (class 1)
precision -> 34.13%	recall -> 19.60%	f1-score -> 24.90%

Prediction for no delay (class 0)
precision -> 83.41%	recall -> 91.44%	f1-score -> 87.24%


In [45]:
train_randomforest(trees=10)
*****************************************************
Fold = 1
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.96      0.89    467538
           1       0.40      0.13      0.20    105755

    accuracy                           0.80    573293
   macro avg       0.61      0.54      0.54    573293
weighted avg       0.75      0.80      0.76    573293

*****************************************************
Fold = 2
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.96      0.89    467538
           1       0.40      0.13      0.20    105755

    accuracy                           0.80    573293
   macro avg       0.62      0.54      0.54    573293
weighted avg       0.75      0.80      0.76    573293

*****************************************************
Fold = 3
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.96      0.89    467537
           1       0.40      0.13      0.19    105756

    accuracy                           0.80    573293
   macro avg       0.61      0.54      0.54    573293
weighted avg       0.75      0.80      0.76    573293

*****************************************************
Fold = 4
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.96      0.89    467537
           1       0.40      0.13      0.19    105756

    accuracy                           0.80    573293
   macro avg       0.61      0.54      0.54    573293
weighted avg       0.75      0.80      0.76    573293

*****************************************************
Fold = 5
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.96      0.89    467537
           1       0.41      0.13      0.20    105756

    accuracy                           0.80    573293
   macro avg       0.62      0.54      0.54    573293
weighted avg       0.75      0.80      0.76    573293

*****************************************************
Fold = 6
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.96      0.89    467537
           1       0.40      0.13      0.19    105756

    accuracy                           0.80    573293
   macro avg       0.61      0.54      0.54    573293
weighted avg       0.75      0.80      0.76    573293

*****************************************************
Fold = 7
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.96      0.89    467537
           1       0.40      0.13      0.20    105755

    accuracy                           0.80    573292
   macro avg       0.62      0.54      0.54    573292
weighted avg       0.75      0.80      0.76    573292

*****************************************************
Fold = 8
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.96      0.89    467537
           1       0.40      0.13      0.20    105755

    accuracy                           0.80    573292
   macro avg       0.62      0.54      0.54    573292
weighted avg       0.75      0.80      0.76    573292

*****************************************************
Fold = 9
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.96      0.89    467537
           1       0.40      0.13      0.20    105755

    accuracy                           0.80    573292
   macro avg       0.61      0.54      0.54    573292
weighted avg       0.75      0.80      0.76    573292

*****************************************************
Fold = 10
*****************************************************
              precision    recall  f1-score   support

           0       0.83      0.96      0.89    467537
           1       0.40      0.13      0.20    105755

    accuracy                           0.80    573292
   macro avg       0.62      0.54      0.54    573292
weighted avg       0.75      0.80      0.76    573292

****************************************************************************************************************
Classification results for RandomForest with 10 tree(s) and 10 folds for cross validation (averages of all folds)
****************************************************************************************************************
accuracy -> 80.37%

Prediction for delay (class 1)
precision -> 40.07%	recall -> 12.91%	f1-score -> 19.53%

Prediction for no delay (class 0)
precision -> 82.92%	recall -> 95.63%	f1-score -> 88.82%